A comprehensive analysis of deep learning based representation for face recognition

M Mehdipour Ghazi… - Proceedings of the IEEE …, 2016 - cv-foundation.org
Deep learning based approaches have been dominating the face recognition field due to
the significant performance … study to evaluate the performance of deep learning based face …

Comparing humans and deep learning performance for grading AMD: a study in using universal deep features and transfer learning for automated AMD analysis

P Burlina, KD Pacheco, N Joshi, DE Freund… - Computers in biology …, 2017 - Elsevier
… of a machine learning approach using deep learning for the problem of ARIA and AMD
analysis. We use transfer learning and universal features derived from deep convolutional neural …

A survey and performance evaluation of deep learning methods for small object detection

Y Liu, P Sun, N Wergeles, Y Shang - Expert Systems with Applications, 2021 - Elsevier
… of recently developed deep learning methods for small … , and present major deep learning
techniques, including fusing … the performances of several leading deep learning methods for …

Comparative analysis of deep learning image detection algorithms

S Srivastava, AV Divekar, C Anilkumar, I Naik… - Journal of Big …, 2021 - Springer
… This review article aims to make a comparative analysis of SSD, Faster… analysis and measuring
the same metrics across all the implementations mentioned, the respective performances

Anatomy of high-performance deep learning convolutions on simd architectures

E Georganas, S Avancha, K Banerjee… - … High Performance …, 2018 - ieeexplore.ieee.org
… This can be worked-around by using more aggressive blocking over output channels which
might result into lower performance when strong scaling the deep learning training tasks as …

Performance modeling and scalability optimization of distributed deep learning systems

F Yan, O Ruwase, Y He, T Chilimbi - Proceedings of the 21th ACM …, 2015 - dl.acm.org
… model and bound accuracy for the hard non-convex learning problems [12] (eg, image and
… scale distributed deep learning and thus are the focus of our work. We show our performance

Deepsec: A uniform platform for security analysis of deep learning model

X Ling, S Ji, J Zou, J Wang, C Wu, B Li… - 2019 IEEE Symposium …, 2019 - ieeexplore.ieee.org
… In this section, we first evaluate the utility performance of all adversarial attacks and various
defense algorithms. Then, we examine the security performance of all defenses against …

Sentiment analysis using deep learning architectures: a review

A Yadav, DK Vishwakarma - Artificial Intelligence Review, 2020 - Springer
… due to their high performance in recent times. This paper provides a detailed survey of
popular deep learning models that are increasingly applied in sentiment analysis. We present a …

Deep transfer learning approaches in performance analysis of brain tumor classification using MRI images

C Srinivas, NP KS, M Zakariah… - Journal of …, 2022 - Wiley Online Library
… For brain tumor analysis and classification, the convolution neural network (… deep learning
algorithm. In this work, we present a comparative performance analysis of transfer learning-…

Evaluation of deep learning models for identifying surgical actions and measuring performance

S Khalid, M Goldenberg, T Grantcharov… - JAMA network …, 2020 - jamanetwork.com
… In this study, we tested 2 machine learning algorithms to assess surgical performance on
labels calibrated across expert raters. The first algorithm transformed video frames into a low-…